Motif 3

Released
2026-08-07
Last refreshed
2026-10-06
Status
Researched 1d ago
Open sourceCommercial use: permittedRAGAgentsLong contextJSON / Tool use

Motif 3 is available now for rag, agents, and long context with open-source and 262k context; evaluate it while provider pricing coverage matures.

Motif Technologies releases · 1 in the last 12 monthsChangelog →
Specifications
Family
Motif
Released
2026-08-07
Context
262k
Parameters
314B (13.2B activated)
Architecture
Mixture of Experts
Specialization
general
Openness
Open source
License
MITOSI-approvedCommercial use: permitted
Weights
Available
Code
Unknown
Training
Multi-stage
Pricing

No tracked provider token pricing is available yet.

About

Motif 3 (HF Motif-Technologies/Motif-3) is Motif Technologies' decoder-only mixture-of-experts LLM with ~314B total and 13.2B active parameters, trained from scratch on ~12.5T tokens with extra Korean, reasoning and agentic data. It uses Grouped Differential Latent Attention (GDLA), Expert-Specific PolyNorm, modified mHC and a built-in MTP head for self-speculative decoding. Native context is 262,144 tokens. It targets long-horizon agentic tool use and terminal tasks, with reasoning and tool-call parsers for vLLM. MIT License; base checkpoint Motif-Technologies/Motif-3-Base.

Provider price ladder

No tracked provider token pricing is available for this model yet.

Capabilities

ReasoningJSON / Tool use

Benchmark peer barsfor RAG

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

API versions

Motif-Technologies/Motif-3Motif 3